Building GenAI applications on Amazon Bedrock with Anthropic

Tool Use with Anthropic LLMs on Amazon Bedrock

Refer here on how tool use works.

• Tool use with Claudev3 and Amazon Bedrock
  Demonstrate calling python functions with tool_use params.

  • calculator function to perform arthimetic operations
  • get_lat_long and get_weather functions to get current weather information.

• Get structured output with Tool use
  Demonstrate extracting structured output for the following use-cases

  1. Text Summarization
  2. Named Entity Recognition
  3. Sentiment Analysis
  4. Text Classification

• Building a sample research assistant with tool use
  Demonstrate build out a research assistant using Claude. A user can enter a topic that they want to research and get a list of Wikipedia article links saved to a markdown file for later reading.

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Claudev2 Tool Use (Function calling) - Example with prompt engineering (not external packages)

• How Tool use (function calling) works in Claude v2.x
• Tool use with Claude v2.x models on Anthropic_Bedrock Notebook
  • List of functions to be called

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Chaining LLM calls using LangChain with Anthropic models on Amazon Bedrock

• Langchain Sequential Chains
• Langchain Multi-prompt Router Chains

Retrieval Augmented Generation (RAG)

• RAG with re-ranking Claudev2, Coherev3, Qdrant
• RAG with MultiQuery Retriever Claudev2, Coherev3, Qdrant

LangChain Agents with Anthropic Claude

• Enhancing LLM calls with External tools

Quick Links

• Common utils.py file

Contribution

Contributions to this repository are welcome. Please ensure you follow the contribution guidelines when submitting pull requests.

Feedback

If you have any feedback or encounter issues, please open an issue in the repository, and we will address it promptly.

License

This project is licensed under the MIT License - see the LICENSE file for details.